Evaluating the Pressure-Reducing Capabilities of the Gel Pad in Supine
Bibliographic record
Abstract
OBJECTIVE: Gel pads are commonly used by occupational therapists in acute care settings to reduce pressure on the coccyx and sacrum in supine. The purpose of this study was to determine the pressure-reducing capabilities of gel pads used in supine and the resultant potential impact on pressure ulcer management. METHOD: A pressure-mapping system was used to measure interface pressures between the participant's buttocks and the mattress, with and without the gel pad. RESULTS. The gel pad did not have a significant effect on interface pressure for most participants. No obvious clinical indicators were identified. CONCLUSION: Use of the gel pad is not recommended to decrease pressure in supine. Because potential adverse effects may result from using the gel pad in supine and no clinical indicators were identified to direct practice, use of the gel pad in supine is not recommended as an intervention for decreasing interface pressure.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".